{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "9b51a945",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pyreadr\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import numpy as np\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "807a4cbd",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Only Training data is used\n",
    "\n",
    "df_FaultFree = pyreadr.read_r(r'F:\\TEP_Data\\The TEP Dataset\\TEP_FaultFree_Training.RData')['fault_free_training']\n",
    "df_Faulty = pyreadr.read_r(r'F:\\TEP_Data\\The TEP Dataset\\TEP_Faulty_Training.RData')['faulty_training']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "e53682bb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>faultNumber</th>\n",
       "      <th>simulationRun</th>\n",
       "      <th>sample</th>\n",
       "      <th>xmeas_1</th>\n",
       "      <th>xmeas_2</th>\n",
       "      <th>xmeas_3</th>\n",
       "      <th>xmeas_4</th>\n",
       "      <th>xmeas_5</th>\n",
       "      <th>xmeas_6</th>\n",
       "      <th>xmeas_7</th>\n",
       "      <th>...</th>\n",
       "      <th>xmv_2</th>\n",
       "      <th>xmv_3</th>\n",
       "      <th>xmv_4</th>\n",
       "      <th>xmv_5</th>\n",
       "      <th>xmv_6</th>\n",
       "      <th>xmv_7</th>\n",
       "      <th>xmv_8</th>\n",
       "      <th>xmv_9</th>\n",
       "      <th>xmv_10</th>\n",
       "      <th>xmv_11</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.25038</td>\n",
       "      <td>3674.0</td>\n",
       "      <td>4529.0</td>\n",
       "      <td>9.2320</td>\n",
       "      <td>26.889</td>\n",
       "      <td>42.402</td>\n",
       "      <td>2704.3</td>\n",
       "      <td>...</td>\n",
       "      <td>53.744</td>\n",
       "      <td>24.657</td>\n",
       "      <td>62.544</td>\n",
       "      <td>22.137</td>\n",
       "      <td>39.935</td>\n",
       "      <td>42.323</td>\n",
       "      <td>47.757</td>\n",
       "      <td>47.510</td>\n",
       "      <td>41.258</td>\n",
       "      <td>18.447</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.25109</td>\n",
       "      <td>3659.4</td>\n",
       "      <td>4556.6</td>\n",
       "      <td>9.4264</td>\n",
       "      <td>26.721</td>\n",
       "      <td>42.576</td>\n",
       "      <td>2705.0</td>\n",
       "      <td>...</td>\n",
       "      <td>53.414</td>\n",
       "      <td>24.588</td>\n",
       "      <td>59.259</td>\n",
       "      <td>22.084</td>\n",
       "      <td>40.176</td>\n",
       "      <td>38.554</td>\n",
       "      <td>43.692</td>\n",
       "      <td>47.427</td>\n",
       "      <td>41.359</td>\n",
       "      <td>17.194</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.25038</td>\n",
       "      <td>3660.3</td>\n",
       "      <td>4477.8</td>\n",
       "      <td>9.4426</td>\n",
       "      <td>26.875</td>\n",
       "      <td>42.070</td>\n",
       "      <td>2706.2</td>\n",
       "      <td>...</td>\n",
       "      <td>54.357</td>\n",
       "      <td>24.666</td>\n",
       "      <td>61.275</td>\n",
       "      <td>22.380</td>\n",
       "      <td>40.244</td>\n",
       "      <td>38.990</td>\n",
       "      <td>46.699</td>\n",
       "      <td>47.468</td>\n",
       "      <td>41.199</td>\n",
       "      <td>20.530</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4</td>\n",
       "      <td>0.24977</td>\n",
       "      <td>3661.3</td>\n",
       "      <td>4512.1</td>\n",
       "      <td>9.4776</td>\n",
       "      <td>26.758</td>\n",
       "      <td>42.063</td>\n",
       "      <td>2707.2</td>\n",
       "      <td>...</td>\n",
       "      <td>53.946</td>\n",
       "      <td>24.725</td>\n",
       "      <td>59.856</td>\n",
       "      <td>22.277</td>\n",
       "      <td>40.257</td>\n",
       "      <td>38.072</td>\n",
       "      <td>47.541</td>\n",
       "      <td>47.658</td>\n",
       "      <td>41.643</td>\n",
       "      <td>18.089</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5</td>\n",
       "      <td>0.29405</td>\n",
       "      <td>3679.0</td>\n",
       "      <td>4497.0</td>\n",
       "      <td>9.3381</td>\n",
       "      <td>26.889</td>\n",
       "      <td>42.650</td>\n",
       "      <td>2705.1</td>\n",
       "      <td>...</td>\n",
       "      <td>53.658</td>\n",
       "      <td>28.797</td>\n",
       "      <td>60.717</td>\n",
       "      <td>21.947</td>\n",
       "      <td>39.144</td>\n",
       "      <td>41.955</td>\n",
       "      <td>47.645</td>\n",
       "      <td>47.346</td>\n",
       "      <td>41.507</td>\n",
       "      <td>18.461</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 55 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   faultNumber  simulationRun  sample  xmeas_1  xmeas_2  xmeas_3  xmeas_4  \\\n",
       "0          0.0            1.0       1  0.25038   3674.0   4529.0   9.2320   \n",
       "1          0.0            1.0       2  0.25109   3659.4   4556.6   9.4264   \n",
       "2          0.0            1.0       3  0.25038   3660.3   4477.8   9.4426   \n",
       "3          0.0            1.0       4  0.24977   3661.3   4512.1   9.4776   \n",
       "4          0.0            1.0       5  0.29405   3679.0   4497.0   9.3381   \n",
       "\n",
       "   xmeas_5  xmeas_6  xmeas_7  ...   xmv_2   xmv_3   xmv_4   xmv_5   xmv_6  \\\n",
       "0   26.889   42.402   2704.3  ...  53.744  24.657  62.544  22.137  39.935   \n",
       "1   26.721   42.576   2705.0  ...  53.414  24.588  59.259  22.084  40.176   \n",
       "2   26.875   42.070   2706.2  ...  54.357  24.666  61.275  22.380  40.244   \n",
       "3   26.758   42.063   2707.2  ...  53.946  24.725  59.856  22.277  40.257   \n",
       "4   26.889   42.650   2705.1  ...  53.658  28.797  60.717  21.947  39.144   \n",
       "\n",
       "    xmv_7   xmv_8   xmv_9  xmv_10  xmv_11  \n",
       "0  42.323  47.757  47.510  41.258  18.447  \n",
       "1  38.554  43.692  47.427  41.359  17.194  \n",
       "2  38.990  46.699  47.468  41.199  20.530  \n",
       "3  38.072  47.541  47.658  41.643  18.089  \n",
       "4  41.955  47.645  47.346  41.507  18.461  \n",
       "\n",
       "[5 rows x 55 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "DF = pd.concat([df_FaultFree,df_Faulty]) # Join both fault free and faulty dataset\n",
    "DF.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "30f1aadf",
   "metadata": {},
   "source": [
    "# Scale the Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "01d54bf8",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import StandardScaler\n",
    "sc = StandardScaler()\n",
    "fault_free = DF[DF['faultNumber']==0].iloc[::50,3:]\n",
    "\n",
    "fault_free_scaled = sc.fit_transform(fault_free)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5ab09dfa",
   "metadata": {},
   "source": [
    "# One class SVM algorithm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "64f41e72",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>#sk-container-id-11 {color: black;background-color: white;}#sk-container-id-11 pre{padding: 0;}#sk-container-id-11 div.sk-toggleable {background-color: white;}#sk-container-id-11 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-11 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-11 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-11 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-11 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-11 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-11 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-11 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-11 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-11 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-11 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-11 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-11 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-11 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-11 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-11 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-11 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-11 div.sk-item {position: relative;z-index: 1;}#sk-container-id-11 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-11 div.sk-item::before, #sk-container-id-11 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-11 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-11 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-11 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-11 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-11 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-11 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-11 div.sk-label-container {text-align: center;}#sk-container-id-11 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-11 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-11\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>OneClassSVM(gamma=0.01, nu=0.05)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-11\" type=\"checkbox\" checked><label for=\"sk-estimator-id-11\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">OneClassSVM</label><div class=\"sk-toggleable__content\"><pre>OneClassSVM(gamma=0.01, nu=0.05)</pre></div></div></div></div></div>"
      ],
      "text/plain": [
       "OneClassSVM(gamma=0.01, nu=0.05)"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn import svm\n",
    "\n",
    "# Define the OneClass SVM\n",
    "OneClassSVM = svm.OneClassSVM(nu=0.05, kernel=\"rbf\", gamma=0.01)\n",
    "\n",
    "# Fit OneClass SVM model\n",
    "OneClassSVM .fit(fault_free_scaled)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d8e0345c",
   "metadata": {},
   "source": [
    "# Visualize the Distance of Fault free data from centre"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "db5f61db",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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frSVLlqi2ttadVlpaqra2NmVkZLjj/H6/kpOTtXfvXklSSUmJHMdRamqqW5OWlibHcUJqkpOT5ff73ZrZs2erpaVFpaWlXfarpaVFDQ0NIQ0AbNXnATB37ly99dZb2rVrl1566SUdPHhQDz74oFpaWiRJNTU1ioiI0KhRo0Lmi4+PV01NjVsTFxfXadlxcXEhNfHx8SHTR40apYiICLfmSmvWrHGvKTiOo8TExBveXgAYqob39QK/973vua+Tk5M1depUjRs3Ttu3b9d3vvOdq85njJHH43GHv/z6Rmq+bMWKFXrmmWfc4YaGBkIAgLX6/TbQhIQEjRs3Th9//LEkyefzqbW1VXV1dSF1tbW17id6n8+nM2fOdFrW2bNnQ2qu/KRfV1entra2TmcGl3m9Xo0cOTKkAYCt+j0Azp8/r6qqKiUkJEiSUlJSFB4ersLCQremurpaR44c0bRp0yRJ6enpCgaDOnDggFuzf/9+BYPBkJojR46ourrardm5c6e8Xq9SUlL6e7MAYMjr8VdAFy5c0CeffOIOV1RUqKysTDExMYqJidGqVav02GOPKSEhQSdOnNDzzz+v2NhYffvb35YkOY6jxYsXa/ny5Ro9erRiYmKUl5enyZMn6+GHH5YkTZo0SXPmzNGSJUv0+uuvS5KeeOIJZWZmauLEiZKkjIwM3XPPPQoEAvrJT36izz//XHl5eVqyZAmf7AGgO3p6i1FRUZGR1KllZ2ebL774wmRkZJgxY8aY8PBwM3bsWJOdnW0qKytDlnHx4kWTk5NjYmJiTGRkpMnMzOxUc/78ebNw4UITHR1toqOjzcKFC01dXV1IzcmTJ828efNMZGSkiYmJMTk5Oaa5ubnb28JtoABuNgN5G6jHGGMGMX8GVUNDgxzHUTAY5KwBwE3h7f2V7uus1LE9nr8nxzWeBQQAliIAAMBSBAAAWIoAAABLEQAAYCkCAAAsRQAAgKUIAACwFAEAAJYiAADAUgQAAFiKAAAASxEAAGApAgAALEUAAIClCAAAsBQBAACWIgAAwFIEAABYigAAAEsRAABgKQIAACxFAACApQgAALAUAQAAliIAAMBSBAAAWIoAAABLEQAAYCkCAAAsRQAAgKUIAACwFAEAAJYiAADAUgQAAFiKAAAASxEAAGApAgAALEUAAIClCAAAsBQBAACWIgAAwFIEAABYigAAAEsRAABgKQIAACxFAACApQgAALAUAQAAliIAAMBSBAAAWKrHAfDBBx9o/vz58vv98ng8evfdd0OmG2O0atUq+f1+RUZGaubMmTp69GhITUtLi5YuXarY2FhFRUVpwYIFOnXqVEhNXV2dAoGAHMeR4zgKBAKqr68PqamsrNT8+fMVFRWl2NhYLVu2TK2trT3dJACwUo8DoKmpSVOmTNGGDRu6nL5u3TqtX79eGzZs0MGDB+Xz+TRr1iw1Nja6Nbm5udq2bZvy8/O1Z88eXbhwQZmZmWpvb3drsrKyVFZWpoKCAhUUFKisrEyBQMCd3t7ernnz5qmpqUl79uxRfn6+tmzZouXLl/d0kwDATuYGSDLbtm1zhzs6OozP5zNr1651xzU3NxvHccymTZuMMcbU19eb8PBwk5+f79acPn3ahIWFmYKCAmOMMeXl5UaS2bdvn1tTUlJiJJljx44ZY4zZsWOHCQsLM6dPn3Zr3nnnHeP1ek0wGOxW/4PBoJHU7XoA6G9v7Tvptt7oyXGtT68BVFRUqKamRhkZGe44r9erGTNmaO/evZKk0tJStbW1hdT4/X4lJye7NSUlJXIcR6mpqW5NWlqaHMcJqUlOTpbf73drZs+erZaWFpWWlnbZv5aWFjU0NIQ0ALBVnwZATU2NJCk+Pj5kfHx8vDutpqZGERERGjVq1DVr4uLiOi0/Li4upObK9YwaNUoRERFuzZXWrFnjXlNwHEeJiYm92EoAuDX0y11AHo8nZNgY02ncla6s6aq+NzVftmLFCgWDQbdVVVVds08AcCvr0wDw+XyS1OkTeG1trftp3efzqbW1VXV1ddesOXPmTKflnz17NqTmyvXU1dWpra2t05nBZV6vVyNHjgxpAGCrPg2ApKQk+Xw+FRYWuuNaW1tVXFysadOmSZJSUlIUHh4eUlNdXa0jR464Nenp6QoGgzpw4IBbs3//fgWDwZCaI0eOqLq62q3ZuXOnvF6vUlJS+nKzAOCWNLynM1y4cEGffPKJO1xRUaGysjLFxMRo7Nixys3N1erVqzVhwgRNmDBBq1ev1ogRI5SVlSVJchxHixcv1vLlyzV69GjFxMQoLy9PkydP1sMPPyxJmjRpkubMmaMlS5bo9ddflyQ98cQTyszM1MSJEyVJGRkZuueeexQIBPSTn/xEn3/+ufLy8rRkyRI+2QNAd/T0FqOioiIjqVPLzs42xvzhVtCVK1can89nvF6vmT59ujl8+HDIMi5evGhycnJMTEyMiYyMNJmZmaaysjKk5vz582bhwoUmOjraREdHm4ULF5q6urqQmpMnT5p58+aZyMhIExMTY3Jyckxzc3O3t4XbQAHcbAbyNlCPMcYMYv4MqoaGBjmOo2AwyFkDgJvC2/sr3ddZqWN7PH9Pjms8CwgALEUAAIClCAAAsBQBAACWIgAAwFIEAABYigAAAEsRAABgKQIAACxFAACApQgAALAUAQAAliIAAMBSBAAAWIoAAABLEQAAYCkCAAAsRQAAgKUIAACwFAEAAJYiAADAUgQAAFiKAAAASxEAAGApAgAALEUAAIClCAAAsBQBAACWIgAAwFIEAABYigAAAEsRAABgKQIAACxFAACApQgAALAUAQAAliIAAMBSBAAAWIoAAABLEQAAYCkCAAAsRQAAgKUIAACwFAEAAJYiAADAUgQAAFiKAAAASxEAAGApAgAALEUAAIClCAAAsFSfB8CqVavk8XhCms/nc6cbY7Rq1Sr5/X5FRkZq5syZOnr0aMgyWlpatHTpUsXGxioqKkoLFizQqVOnQmrq6uoUCATkOI4cx1EgEFB9fX1fbw4A3LL65Qzg61//uqqrq912+PBhd9q6deu0fv16bdiwQQcPHpTP59OsWbPU2Njo1uTm5mrbtm3Kz8/Xnj17dOHCBWVmZqq9vd2tycrKUllZmQoKClRQUKCysjIFAoH+2BwAuDWZPrZy5UozZcqULqd1dHQYn89n1q5d645rbm42juOYTZs2GWOMqa+vN+Hh4SY/P9+tOX36tAkLCzMFBQXGGGPKy8uNJLNv3z63pqSkxEgyx44d63Zfg8GgkWSCwWBPNhEA+s1b+066rTd6clzrlzOAjz/+WH6/X0lJSfr+97+v48ePS5IqKipUU1OjjIwMt9br9WrGjBnau3evJKm0tFRtbW0hNX6/X8nJyW5NSUmJHMdRamqqW5OWlibHcdyarrS0tKihoSGkAYCt+jwAUlNT9a//+q9677339LOf/Uw1NTWaNm2azp8/r5qaGklSfHx8yDzx8fHutJqaGkVERGjUqFHXrImLi+u07ri4OLemK2vWrHGvGTiOo8TExBvaVgAYyvo8AObOnavHHntMkydP1sMPP6zt27dLkt588023xuPxhMxjjOk07kpX1nRVf73lrFixQsFg0G1VVVXd2iYAuBX1+22gUVFRmjx5sj7++GP3bqArP6XX1ta6ZwU+n0+tra2qq6u7Zs2ZM2c6revs2bOdzi6+zOv1auTIkSENAGzV7wHQ0tKi3/72t0pISFBSUpJ8Pp8KCwvd6a2trSouLta0adMkSSkpKQoPDw+pqa6u1pEjR9ya9PR0BYNBHThwwK3Zv3+/gsGgWwMAuLbhfb3AvLw8zZ8/X2PHjlVtba3+/u//Xg0NDcrOzpbH41Fubq5Wr16tCRMmaMKECVq9erVGjBihrKwsSZLjOFq8eLGWL1+u0aNHKyYmRnl5ee5XSpI0adIkzZkzR0uWLNHrr78uSXriiSeUmZmpiRMn9vUmAcAtqc8D4NSpU3r88cd17tw5jRkzRmlpadq3b5/GjRsnSXr22Wd18eJF/fCHP1RdXZ1SU1O1c+dORUdHu8t4+eWXNXz4cH33u9/VxYsX9dBDD+lf/uVfNGzYMLfmrbfe0rJly9y7hRYsWKANGzb09eYAwC3LY4wxg92JwdLQ0CDHcRQMBrkeAOCm8Pb+Svd1VurYHs/fk+MazwICAEsRAABgKQIAACxFAACApQgAALAUAQAAliIAAMBSBAAAWIoAAABLEQAAYCkCAAAsRQAAgKUIAACwFAEAAJYiAADAUgQAAFiKAAAASxEAAGApAgAALEUAAIClCAAAsBQBAACWIgAAwFIEAABYigAAAEsRAABgKQIAACxFAACApQgAALAUAQAAliIAAMBSBAAAWIoAAABLEQAAYCkCAAAsRQAAgKUIAACwFAEAAJYaPtgdGKre3l/pvs5KHTuIPQGA3uEMAAAsRQAAgKUIAACwFAEAAJYiAADAUgQAAFiKAAAASxEAAGApAgAALEUAAIClCAAAsBQBAACWIgAAwFJDPgBee+01JSUl6bbbblNKSoo+/PDDwe4SAAwJQzoAfvnLXyo3N1d/8zd/o0OHDulb3/qW5s6dq8rKyuvPDACWG9K/B7B+/XotXrxYf/mXfylJ+ulPf6r33ntPGzdu1Jo1azrVt7S0qKWlxR0OBoOSpIaGhh6v+4umRvd1b+YHgK7c6LHl8jzGmOsXmyGqpaXFDBs2zGzdujVk/LJly8z06dO7nGflypVGEo1Go93yraqq6rrH0SF7BnDu3Dm1t7crPj4+ZHx8fLxqamq6nGfFihV65pln3OGOjg59/vnnGj16tDweT7fX3dDQoMTERFVVVWnkyJG924BbFPuma+yXq2PfdK23+8UYo8bGRvn9/uvWDtkAuOzKA7cx5qoHc6/XK6/XGzLujjvu6PW6R44cyRv2Ktg3XWO/XB37pmu92S+O43SrbsheBI6NjdWwYcM6fdqvra3tdFYAAOhsyAZARESEUlJSVFhYGDK+sLBQ06ZNG6ReAcDQMaS/AnrmmWcUCAQ0depUpaen64033lBlZaWefPLJfl2v1+vVypUrO32dBPbN1bBfro5907WB2C8eY7pzr9DN67XXXtO6detUXV2t5ORkvfzyy5o+ffpgdwsAbnpDPgAAAL0zZK8BAABuDAEAAJYiAADAUgQAAFiKAOimf/iHf9C0adM0YsSIbv/3sDFGq1atkt/vV2RkpGbOnKmjR4/2b0cHWF1dnQKBgBzHkeM4CgQCqq+vv+Y8ixYtksfjCWlpaWkD0+F+1NNHkxcXFyslJUW33Xab7rrrLm3atGmAejqwerJfdu/e3em94fF4dOzYsQHs8cD44IMPNH/+fPn9fnk8Hr377rvXnaev3zMEQDe1trbqz/7sz/TUU091e55169Zp/fr12rBhgw4ePCifz6dZs2apsbHx+jMPEVlZWSorK1NBQYEKCgpUVlamQCBw3fnmzJmj6upqt+3YsWMAett/evpo8oqKCj3yyCP61re+pUOHDun555/XsmXLtGXLlgHuef/q7SPbf/e734W8PyZMmDBAPR44TU1NmjJlijZs2NCt+n55z9zYMznts3nzZuM4znXrOjo6jM/nM2vXrnXHNTc3G8dxzKZNm/qxhwOnvLzcSDL79u1zx5WUlBhJ5tixY1edLzs72zz66KMD0MOB841vfMM8+eSTIeO+9rWvmeeee67L+meffdZ87WtfCxn3V3/1VyYtLa3f+jgYerpfioqKjCRTV1c3AL27eUgy27Ztu2ZNf7xnOAPoJxUVFaqpqVFGRoY7zuv1asaMGdq7d+8g9qzvlJSUyHEcpaamuuPS0tLkOM51t3H37t2Ki4vT3XffrSVLlqi2tra/u9tvWltbVVpaGvK3lqSMjIyr7oeSkpJO9bNnz9ZHH32ktra2fuvrQOrNfrns/vvvV0JCgh566CEVFRX1ZzeHjP54zxAA/eTyQ+p68rjqoaampkZxcXGdxsfFxV1zG+fOnau33npLu3bt0ksvvaSDBw/qwQcfDPmxnqGkN48mr6mp6bL+0qVLOnfuXL/1dSD1Zr8kJCTojTfe0JYtW7R161ZNnDhRDz30kD744IOB6PJNrT/eM0P6WUA3atWqVfrxj398zZqDBw9q6tSpvV5HTx5XfbPo7n6ROm+fdP1t/N73vue+Tk5O1tSpUzVu3Dht375d3/nOd3rZ68HX0791V/VdjR/qerJfJk6cqIkTJ7rD6enpqqqq0j/+4z/yiBf1/XvG6gDIycnR97///WvWjB8/vlfL9vl8kv6Q2gkJCe74ofC46u7ul9/85jc6c+ZMp2lnz57t0TYmJCRo3Lhx+vjjj3vc15tBbx5N7vP5uqwfPny4Ro8e3W99HUh99cj2tLQ0/fu//3tfd2/I6Y/3jNUBEBsbq9jY2H5ZdlJSknw+nwoLC3X//fdL+sN3osXFxXrxxRf7ZZ19pbv7JT09XcFgUAcOHNA3vvENSdL+/fsVDAZ79Eju8+fPq6qqKiQoh5IvP5r829/+tju+sLBQjz76aJfzpKen67//+79Dxu3cuVNTp05VeHh4v/Z3oPRmv3Tl0KFDQ/a90Zf65T3T68vHljl58qQ5dOiQ+fGPf2xuv/12c+jQIXPo0CHT2Njo1kycODHkN4rXrl1rHMcxW7duNYcPHzaPP/64SUhIMA0NDYOxCf1izpw55t577zUlJSWmpKTETJ482WRmZobUfHm/NDY2muXLl5u9e/eaiooKU1RUZNLT081XvvKVIb1f8vPzTXh4uPn5z39uysvLTW5uromKijInTpwwxhjz3HPPmUAg4NYfP37cjBgxwjz99NOmvLzc/PznPzfh4eHmV7/61WBtQr/o6X55+eWXzbZt28zvf/97c+TIEfPcc88ZSWbLli2DtQn9prGx0T2OSDLr1683hw4dMidPnjTGDMx7hgDopuzs7C5/eLmoqMitkWQ2b97sDnd0dJiVK1can89nvF6vmT59ujl8+PDAd74fnT9/3ixcuNBER0eb6Ohos3Dhwk638H15v3zxxRcmIyPDjBkzxoSHh5uxY8ea7OxsU1lZOfCd72OvvvqqGTdunImIiDAPPPCAKS4udqdlZ2ebGTNmhNTv3r3b3H///SYiIsKMHz/ebNy4cYB7PDB6sl9efPFF89WvftXcdtttZtSoUeab3/ym2b59+yD0uv9dvuX1ypadnW2MGZj3DI+DBgBLcRsoAFiKAAAASxEAAGApAgAALEUAAIClCAAAsBQBAACWIgAAwFIEAABYigAAAEsRAABgqf8Hubx+iSDUqikAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 400x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = DF[DF['faultNumber']==0].iloc[::10,3:]\n",
    "df_sc = sc.transform(df)\n",
    "\n",
    "FaultFree_dist=OneClassSVM.predict(df_sc)\n",
    "\n",
    "plt.rcParams['figure.figsize'] = [4, 4]\n",
    "plt.hist(FaultFree_dist, bins=100,label='FaultFree',alpha=0.4)\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "15f2f8e4",
   "metadata": {},
   "source": [
    "# Realtime Fault detection"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "31d2521a",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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qUn19vX73u9/J6TyzPv5//ud/vNp06tRJFRUVsizLkxnc24deSHh4uBoavOfxdu/evfUKbwU+3Q0ArcuzwIpZqwAA2Mp3vvMd1dfX67/+67/02Wef6Y033tDSpUu92owYMUJfffWV5s2bp//7v/9TXl7eJX/CT05O1gcffKADBw6oqqpKjY2NF2z78ccfq6SkRF9//bWqq6u99tL3JcKqQc5NA/BrGQAAoI3dcsstmj9/vubOnavU1FS9+eabys3N9WrTq1cvLV68WHl5eerXr58+/PDDSz5YKTs7WyEhIbr55pvVqVMnr/3vv2306NHq37+/1q1bp4KCAvXv31/9+/dvle93MQ4ryCZA1tTUKC4uTtXV1WrXrp2/y7li9Y31Wla8TJI0sf9EhTpD9Y+yI7o77++67too/f3JkX6uEACAwHXq1Cnt379fKSkpioyM9Hc5tnWhfricvMbIqkHYZxUAANgNYdUgjrMTAYiqAADALgirBnGPrDYysgoAAGyCsGqQc9MA/FsHAABAWyGsGsTJPqsAAMBmCKsGcY+sMmsVAICWudi+ofC91vjzN/MxDjblWWBFVgUA4KLCw8PldDp16NAhderUSeHh4Z6nOsH3LMtSXV2dvvrqKzmdToWHh1/xZxFWDeJkgRUAAC3idDqVkpKi8vJyHTp0yN/l2FZ0dLS6devmeUTslSCsGuTc41YBAMClhIeHq1u3bqqvr1dDQ4O/y7GdkJAQhYaGXvWINmHVKGcXWLHCCgCAFnE4HAoLC1NYWJi/S8EVYoGVQZyMrAIAAJshrBrEwTwAAABgM4RVg7DACgAA2A1h1SCerav8XAcAAEBbIawahMetAgAAuyGsGsTBNAAAAGAzhFWDuBdYEVUBAIBdEFYN4t5S12JkFQAA2ARh1SBO98gqWRUAANgEYdUgbLMKAADshrBqEBZYAQAAuyGsGsSzzypZFQAA2ARh1SDukVWJRVYAAMAeCKsGcZ6XVsmqAADADgirBjlvYJVFVgAAwBYIqwY5fxoAi6wAAIAdEFYN4mAaAAAAsBnCqkG8FlgxEQAAANgAYdUgLLACAAB2Q1g1iNcCK8IqAACwAcKqQZgGAAAA7IawapDzpwE0klUBAIANEFYNxROsAACAHRBWDcLIKgAAsBufh9XFixcrJSVFkZGRGjBggDZt2nTBtgUFBXI4HE2Of/3rX74u0wgOHmEFAABsxqdh9a233lJmZqaefvppFRcXa+jQocrIyFBpaelFr9u7d6/Ky8s9x4033ujLMo3hnVVJqwAAIPj5NKzOnz9fDz30kCZNmqRevXppwYIF6tq1q5YsWXLR6zp37iyXy+U5QkJCfFmmMZgGAAAA7MZnYbWurk47duxQenq61/n09HRt2bLlotf2799fiYmJGjVqlDZu3HjRtrW1taqpqfE6gpXX1lUssAIAADbgs7BaVVWlhoYGJSQkeJ1PSEhQRUVFs9ckJibqlVde0erVq/X222+rR48eGjVqlN5///0L3ic3N1dxcXGeo2vXrq36PQKJ4/wnWPmxDgAAgLYS6usbOLxWBZ0ZEfz2ObcePXqoR48entdpaWkqKyvTiy++qGHDhjV7zcyZM5WVleV5XVNTE+SB9czTqxoZWQUAADbgs5HV+Ph4hYSENBlFraysbDLaejGDBw/Wvn37Lvh+RESE2rVr53UEM0/MJ6sCAAAb8FlYDQ8P14ABA5Sfn+91Pj8/X0OGDGnx5xQXFysxMbG1yzOWe5EVC6wAAIAd+HQaQFZWlsaPH6+BAwcqLS1Nr7zyikpLSzVlyhRJZ37C/+KLL/T6669LkhYsWKDk5GT17t1bdXV1WrlypVavXq3Vq1f7skyjuGdQsHUVAACwA5+G1XvvvVeHDx/Wc889p/LycqWmpmr9+vXq3r27JKm8vNxrz9W6ujplZ2friy++UFRUlHr37q133nlHo0eP9mWZRnHIIckSU1YBAIAdOKwg2wOppqZGcXFxqq6uNnr+an1jvZYVL5MkTew/UaHOM/+u6PGrd1Vb36jNT9ymLu2j/VkiAADAFbmcvObzx62idXmmAQTVPzEAAACaR1g1jOPsfgCEVQAAYAeEVcM4WWAFAABshLBqGPcDFRhZBQAAdkBYNYx7zipPsAIAAHZAWDWM+wlWRFUAAGAHhFXDMA0AAADYCWHVMJ4FVqRVAABgA4RVw3hGVv1cBwAAQFsgrBrGPWeVBVYAAMAOCKuGYc4qAACwE8KqYXjcKgAAsBPCqmGc7LMKAABshLBqGIdn1ioAAEDwI6wahmkAAADATgirhnGeTatMAwAAAHZAWDUUURUAANgBYdUwDhZYAQAAGyGsGsbJPqsAAMBGCKuGcXg2AyCtAgCA4EdYNcy5BVZ+LgQAAKANEFYN4x5YZRoAAACwA8KqaTz7rJJWAQBA8COsGoZpAAAAwE4Iq4bxTANggRUAALABwqph2LoKAADYCWHVMA7PnFX/1gEAANAWCKuGYhoAAACwA8KqYVhgBQAA7ISwahgHW1cBAAAbIawaxhNW/VsGAABAmyCsGubcbgDEVQAAEPwIq4bhcasAAMBOCKuGcbDACgAA2Ahh1TAssAIAAHZCWDXMucetAgAABD/CqmFYYAUAAOyEsGoYHrcKAADshLBqGIdYYAUAAOyDsGqYcw8FIK0CAIDgR1g1DNMAAACAnfg8rC5evFgpKSmKjIzUgAEDtGnTpou2Lyws1IABAxQZGanrr79eS5cu9XWJRnF69lklrQIAgODn07D61ltvKTMzU08//bSKi4s1dOhQZWRkqLS0tNn2+/fv1+jRozV06FAVFxfrqaee0iOPPKLVq1f7skyjuEdWAQAA7MCnYXX+/Pl66KGHNGnSJPXq1UsLFixQ165dtWTJkmbbL126VN26ddOCBQvUq1cvTZo0SRMnTtSLL77oyzKN4l5gxcAqAACwA5+F1bq6Ou3YsUPp6ele59PT07Vly5Zmr9m6dWuT9nfccYeKiop0+vRpX5VqFPfIKtMAAACAHYT66oOrqqrU0NCghIQEr/MJCQmqqKho9pqKiopm29fX16uqqkqJiYlNrqmtrVVtba3ndU1NTStUH7gcDkZWAQCAffh8gZXjW5MsLctqcu5S7Zs775abm6u4uDjP0bVr16usOLC5/xQYWQUAAHbgs7AaHx+vkJCQJqOolZWVTUZP3VwuV7PtQ0ND1bFjx2avmTlzpqqrqz1HWVlZ63yBAOX07LMKAAAQ/HwWVsPDwzVgwADl5+d7nc/Pz9eQIUOavSYtLa1J+w0bNmjgwIEKCwtr9pqIiAi1a9fO6whmDgdpFQAA2IdPpwFkZWXp97//vZYtW6Y9e/ZoxowZKi0t1ZQpUySdGRW9//77Pe2nTJmigwcPKisrS3v27NGyZcv06quvKjs725dlGsXJAisAAGAjPltgJUn33nuvDh8+rOeee07l5eVKTU3V+vXr1b17d0lSeXm5156rKSkpWr9+vWbMmKG8vDwlJSVp0aJF+slPfuLLMg1zdoGVn6sAAABoCz4Nq5I0bdo0TZs2rdn3li9f3uTc8OHD9dFHH/m4KnPxuFUAAGAnPt8NAK2LaQAAAMBOCKuGcTANAAAA2Ahh1TDnpgEQVwEAQPAjrBrGyROsAACAjRBWTcPIKgAAsBHCqmHcI6uNZFUAAGADhFXDnB1YZYEVAACwBcKqYVhgBQAA7ISwahgWWAEAADshrBrm3DQA0ioAAAh+hFXDOFhgBQAAbISwaphzc1b9WwcAAEBbIKwahmkAAADATgirhmGBFQAAsBPCqmHYugoAANgJYdUwzFkFAAB2Qlg1DLsBAAAAOyGsGoYFVgAAwE4Iq4ZxMrIKAABshLBqGIdnaJW0CgAAgh9h1TDnpgEAAAAEP8KqYc4tsCKuAgCA4EdYNQxbVwEAADshrBrGcXYiAFkVAADYAWHVMM6zI6tMAwAAAHZAWDWMgxVWAADARgirhnGywAoAANgIYdU0LLACAAA2Qlg1DAusAACAnRBWDcMCKwAAYCeEVcOwzyoAALATwqphPNMASKsAAMAGCKuGcU8DIKoCAAA7IKyaxuEeWfVzHQAAAG2AsGoYFlgBAAA7Iawahq2rAACAnRBWDcNuAAAAwE4Iq4bxLLAirQIAABsgrBrGwQIrAABgI4RVQ7HACgAA2AFh1TBOBwusAACAfRBWDcMCKwAAYCc+DavffPONxo8fr7i4OMXFxWn8+PE6cuTIRa+ZMGGCHA6H1zF48GBflmkUFlgBAAA7CfXlh9933336/PPP9d5770mS/uM//kPjx4/XunXrLnrdnXfeqddee83zOjw83JdlGoV9VgEAgJ34LKzu2bNH7733nrZt26ZBgwZJkv77v/9baWlp2rt3r3r06HHBayMiIuRyuXxVmtEcjKwCAAAb8dk0gK1btyouLs4TVCVp8ODBiouL05YtWy56bUFBgTp37qybbrpJkydPVmVl5QXb1tbWqqamxusIZu6tqxrJqgAAwAZ8FlYrKirUuXPnJuc7d+6sioqKC16XkZGhN998U3/729/0u9/9Ttu3b9fIkSNVW1vbbPvc3FzPnNi4uDh17dq11b5DIDo7sMo0AAAAYAuXHVZzcnKaLID69lFUVCTp3Cjg+SzLava827333qu77rpLqampGjt2rN5991198skneuedd5ptP3PmTFVXV3uOsrKyy/1KRnEvsGKfVQAAYAeXPWd1+vTpGjdu3EXbJCcna+fOnfryyy+bvPfVV18pISGhxfdLTExU9+7dtW/fvmbfj4iIUERERIs/z3SeoE9WBQAANnDZYTU+Pl7x8fGXbJeWlqbq6mp9+OGH+t73vidJ+uCDD1RdXa0hQ4a0+H6HDx9WWVmZEhMTL7fUoHQuq5JWAQBA8PPZnNVevXrpzjvv1OTJk7Vt2zZt27ZNkydP1pgxY7x2AujZs6fWrFkjSTp27Jiys7O1detWHThwQAUFBRo7dqzi4+P14x//2FelGsWzwKrRz4UAAAC0AZ8+FODNN99Unz59lJ6ervT0dPXt21dvvPGGV5u9e/equrpakhQSEqJdu3bp7rvv1k033aQHHnhAN910k7Zu3arY2FhflmqMcwusGFkFAADBz6cPBejQoYNWrlx50Tbn7xcaFRWlv/zlL74syXg8bhUAANiJT0dW0fqc7LMKAABshLBqmHObfpFWAQBA8COsGoaRVQAAYCeEVdN45qySVgEAQPAjrBqGx60CAAA7IawahmkAAADATgirhnEwDQAAANgIYdUwDsel2wAAAAQLwqphzk0DYGQVAAAEP8KqociqAADADgirhmFkFQAA2Alh1TDnFlj5tw4AAIC2QFg1jOPsTqtkVQAAYAeEVcM42boKAADYCGHVMEwDAAAAdkJYNQ4LrAAAgH0QVg3jmQbg3zIAAADaBGHVMI6z8wAYWAUAAHZAWDUMC6wAAICdEFYN42AaAAAAsBHCqmE8+6ySVgEAgA0QVg3jHlllNwAAAGAHhFXDsMAKAADYCWHVMGcHVhlZBQAAtkBYNYzTPQ8AAADABgirhuFxqwAAwE4Iq4ZhgRUAALATwqphPFtX+bkOAACAtkBYNYyDJ1gBAAAbIawaxsnWVQAAwEYIq4bhcasAAMBOCKuGcbLACgAA2Ahh1ThMAwAAAPZBWDXMuWkApFUAABD8CKuGcS+wamz0cyEAAABtgLBqGB62CgAA7ISwahj2WQUAAHZCWDWMZxoAWRUAANgAYdVQLLACAAB2QFg1DCOrAADATgirhjk3Z9W/dQAAALQFn4bV3/72txoyZIiio6N17bXXtugay7KUk5OjpKQkRUVFacSIEdq9e7cvyzSKw7MdAGkVAAAEP5+G1bq6Ov30pz/V1KlTW3zNvHnzNH/+fL300kvavn27XC6XfvCDH+jo0aM+rNQcTAMAAAB24tOw+uyzz2rGjBnq06dPi9pblqUFCxbo6aef1j333KPU1FStWLFCJ06c0B/+8AdflmoM98AqW1cBAAA7CPV3Aefbv3+/KioqlJ6e7jkXERGh4cOHa8uWLfrP//xPP1YXGNzTAOrqG7V5X5V/iwEAAEGlhytWnWIj/F2Gl4AKqxUVFZKkhIQEr/MJCQk6ePBgs9fU1taqtrbW87qmpsZ3BQaAEOeZwfDjdQ36xasf+LkaAAAQTPLuu1V39U30dxleLjus5uTk6Nlnn71om+3bt2vgwIFXXJTD4f1QUcuympxzy83NvWQ9waR7h2jd0/86fVwe3KEcAAC0vdjIgBrHlHQFYXX69OkaN27cRdskJydfUTEul0vSmRHWxMRzqb6ysrLJaKvbzJkzlZWV5XldU1Ojrl27XtH9TeB0OjT/3lv8XQYAAECbuOywGh8fr/j4eF/UopSUFLlcLuXn56t///6SzuwoUFhYqLlz5zZ7TUREhCIiAmtuBQAAAFqHT3cDKC0tVUlJiUpLS9XQ0KCSkhKVlJTo2LFjnjY9e/bUmjVrJJ35+T8zM1OzZ8/WmjVr9M9//lMTJkxQdHS07rvvPl+WCgAAgADk04kJzzzzjFasWOF57R4t3bhxo0aMGCFJ2rt3r6qrqz1tHn/8cZ08eVLTpk3TN998o0GDBmnDhg2KjY31ZakAAAAIQA4ryDbsrKmpUVxcnKqrq9WuXTt/l3PF6hvrtax4mSRpYv+JCnUG3oRnAACAK3E5ec2n0wAAAACAq0FYBQAAQMAirAIAACBgBd1ESPcUXNOfZFXfWK+Tx05KOvNdmLMKAACChTuntWTpVNAtsPr888+D+qEAAAAAwaKsrExdunS5aJugC6uNjY06dOiQYmNjL/iI1tbmfmpWWVmZ0TsQ2Bl9aD760Hz0odnoP/O1ZR9alqWjR48qKSlJTufFZ6UG3W/LTqfzkgndV9q1a8dfUMPRh+ajD81HH5qN/jNfW/VhXFxci9qxwAoAAAABi7AKAACAgEVYbQURERGaNWuWIiIi/F0KrhB9aD760Hz0odnoP/MFah8G3QIrAAAABA9GVgEAABCwCKsAAAAIWIRVAAAABCzCKgAAAAIWYfUqLV68WCkpKYqMjNSAAQO0adMmf5eEs95//32NHTtWSUlJcjgcWrt2rdf7lmUpJydHSUlJioqK0ogRI7R7926vNrW1tfrlL3+p+Ph4xcTE6Ic//KE+//zzNvwW9pWbm6vvfve7io2NVefOnfWjH/1Ie/fu9WpDHwa2JUuWqG/fvp4NxtPS0vTuu+963qf/zJObmyuHw6HMzEzPOfoxsOXk5MjhcHgdLpfL874J/UdYvQpvvfWWMjMz9fTTT6u4uFhDhw5VRkaGSktL/V0aJB0/flz9+vXTSy+91Oz78+bN0/z58/XSSy9p+/btcrlc+sEPfqCjR4962mRmZmrNmjVatWqVNm/erGPHjmnMmDFqaGhoq69hW4WFhXr44Ye1bds25efnq76+Xunp6Tp+/LinDX0Y2Lp06aI5c+aoqKhIRUVFGjlypO6++27PfwjpP7Ns375dr7zyivr27et1nn4MfL1791Z5ebnn2LVrl+c9I/rPwhX73ve+Z02ZMsXrXM+ePa0nn3zSTxXhQiRZa9as8bxubGy0XC6XNWfOHM+5U6dOWXFxcdbSpUsty7KsI0eOWGFhYdaqVas8bb744gvL6XRa7733XpvVjjMqKystSVZhYaFlWfShqdq3b2/9/ve/p/8Mc/ToUevGG2+08vPzreHDh1uPPvqoZVn8PTTBrFmzrH79+jX7nin9x8jqFaqrq9OOHTuUnp7udT49PV1btmzxU1Voqf3796uiosKr/yIiIjR8+HBP/+3YsUOnT5/2apOUlKTU1FT62A+qq6slSR06dJBEH5qmoaFBq1at0vHjx5WWlkb/Gebhhx/WXXfdpdtvv93rPP1ohn379ikpKUkpKSkaN26cPvvsM0nm9F9om9wlCFVVVamhoUEJCQle5xMSElRRUeGnqtBS7j5qrv8OHjzoaRMeHq727ds3aUMfty3LspSVlaXvf//7Sk1NlUQfmmLXrl1KS0vTqVOndM0112jNmjW6+eabPf+Ro/8C36pVq7Rjxw4VFRU1eY+/h4Fv0KBBev3113XTTTfpyy+/1G9+8xsNGTJEu3fvNqb/CKtXyeFweL22LKvJOQSuK+k/+rjtTZ8+XTt37tTmzZubvEcfBrYePXqopKRER44c0erVq/XAAw+osLDQ8z79F9jKysr06KOPasOGDYqMjLxgO/oxcGVkZHj+d58+fZSWlqbvfOc7WrFihQYPHiwp8PuPaQBXKD4+XiEhIU3+VVFZWdnkXygIPO6VkBfrP5fLpbq6On3zzTcXbAPf++Uvf6k//elP2rhxo7p06eI5Tx+aITw8XDfccIMGDhyo3Nxc9evXTwsXLqT/DLFjxw5VVlZqwIABCg0NVWhoqAoLC7Vo0SKFhoZ6+oF+NEdMTIz69Omjffv2GfP3kLB6hcLDwzVgwADl5+d7nc/Pz9eQIUP8VBVaKiUlRS6Xy6v/6urqVFhY6Om/AQMGKCwszKtNeXm5/vnPf9LHbcCyLE2fPl1vv/22/va3vyklJcXrffrQTJZlqba2lv4zxKhRo7Rr1y6VlJR4joEDB+rnP/+5SkpKdP3119OPhqmtrdWePXuUmJhozt/DNlnGFaRWrVplhYWFWa+++qr18ccfW5mZmVZMTIx14MABf5cG68zq1eLiYqu4uNiSZM2fP98qLi62Dh48aFmWZc2ZM8eKi4uz3n77bWvXrl3Wz372MysxMdGqqanxfMaUKVOsLl26WH/961+tjz76yBo5cqTVr18/q76+3l9fyzamTp1qxcXFWQUFBVZ5ebnnOHHihKcNfRjYZs6cab3//vvW/v37rZ07d1pPPfWU5XQ6rQ0bNliWRf+Z6vzdACyLfgx0jz32mFVQUGB99tln1rZt26wxY8ZYsbGxnqxiQv8RVq9SXl6e1b17dys8PNy69dZbPdvqwP82btxoSWpyPPDAA5ZlndmyY9asWZbL5bIiIiKsYcOGWbt27fL6jJMnT1rTp0+3OnToYEVFRVljxoyxSktL/fBt7Ke5vpNkvfbaa5429GFgmzhxouf/Hzt16mSNGjXKE1Qti/4z1bfDKv0Y2O69914rMTHRCgsLs5KSkqx77rnH2r17t+d9E/rPYVmW1TZjuAAAAMDlYc4qAAAAAhZhFQAAAAGLsAoAAICARVgFAABAwCKsAgAAIGARVgEAABCwCKsAAAAIWIRVAAAABCzCKgAAAAIWYRUAAAABi7AKAACAgEVYBQAAQMD6fz3vcRrWpIXqAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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\n",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "for F_num in range(0,21):\n",
    "    # store the required fault class and simulation run\n",
    "    temp = DF[(DF.faultNumber==F_num) & (DF.simulationRun==1 )]  #Faulty Condition\n",
    "    # Standardization\n",
    "    X_faulty = sc.transform(temp.iloc[:,3:])\n",
    "    # Obtain distnace from the cluster's center\n",
    "    anomaly_score = OneClassSVM.predict(X_faulty)\n",
    "\n",
    "    plt.rcParams['figure.figsize'] = [8,3]\n",
    "    plt.plot(anomaly_score ,label=f'Fault-{F_num}')\n",
    "    plt.axvline(20,c='g',alpha=0.4) #time of fault introduction\n",
    "    plt.title(f'Fault Number = {F_num}')\n",
    "    plt.legend()\n",
    "    plt.show()\n",
    "\n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c09a0169",
   "metadata": {},
   "source": [
    "# Evaluate F1 score to compare performance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "0cb33eff",
   "metadata": {},
   "outputs": [],
   "source": [
    "def combine_result(x):\n",
    "    # IF reconstruction loss is grater than threshold THEN its a fault\n",
    "    result= x == -1\n",
    "    result_float = [float(val) for val in result] \n",
    "    return result_float"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f5b72e27",
   "metadata": {},
   "source": [
    "# Get the mean-F1 score of all types of faults from (0-21) for bench marking"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "1f4fccd9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The mean F1-Score for K-means method is 0.6353709472155206\n",
      "The mean Accuracy-Score for K-means method is 0.7451578947368421\n"
     ]
    }
   ],
   "source": [
    "F1_all = [] #initialize the emplty list of F1 score\n",
    "Acc_all = []\n",
    "for Fnum in [x for x in range(0,21) if x not in [3,9]]:\n",
    "\n",
    "    temp_df = DF[ (DF['faultNumber']==Fnum) & (DF['simulationRun']==np.random.randint(1,500))]\n",
    "    X_faulty = sc.transform(temp_df.iloc[:,3:])\n",
    "    \n",
    "    anomaly_score = OneClassSVM.predict(X_faulty)\n",
    "    #populate the true value (y_true) based of Fnum\n",
    "    y_pred = combine_result(anomaly_score)\n",
    "    \n",
    "    if Fnum==0:\n",
    "        y_true = np.repeat(0, len(y_pred))\n",
    "    else:\n",
    "        y_true = np.repeat(1, len(y_pred))\n",
    "        y_true[0:21]=0 # Beacuse the fault was introduced after 20th sample\n",
    "\n",
    "    # Obtain F1 score    \n",
    "    from sklearn.metrics import f1_score,accuracy_score\n",
    "    f1 = f1_score(y_true, y_pred, average='macro')\n",
    "    acc = accuracy_score(y_true, y_pred)\n",
    "    F1_all.append(f1)\n",
    "    Acc_all.append(acc)\n",
    "    \n",
    "print(f'The mean F1-Score for OC-SVM method is {np.mean(np.array(F1_all))}')\n",
    "print(f'The mean Accuracy-Score for OC-SVM method is {np.mean(np.array(Acc_all))}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "78536c5a",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:tensorflow] *",
   "language": "python",
   "name": "conda-env-tensorflow-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
